{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "std::cout are redirected to python::stdout\n",
      "std::cerr are redirected to python::stderr\n",
      "2020-08-05 23:39:03.547 [HKU-I] - Loading market information... [loadBaseInfo]\n",
      "2020-08-05 23:39:03.549 [HKU-I] - Loading stock type information... [loadBaseInfo]\n",
      "2020-08-05 23:39:03.550 [HKU-I] - Loading stock information... [loadBaseInfo]\n",
      "2020-08-05 23:39:03.840 [HKU-I] - Loading KData... [init]\n",
      "2020-08-05 23:39:03.872 [HKU-I] - Preloading all day kdata to buffer! [setKDataDriver]\n",
      "2020-08-05 23:39:09.017 [HKU-I] - 5.18s Loaded Data. [init]\n",
      "CPU times: user 5.55 s, sys: 377 ms, total: 5.93 s\n",
      "Wall time: 5.93 s\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "%time from hikyuu.interactive import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  1 绘制指标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = sm['sz000001']\n",
    "k = s.get_kdata(Query(-200))\n",
    "\n",
    "\n",
    "#抽取K线收盘价指标，一般指标计算参数只能是指标类型，所以必须先将K线数据生成指标类型\n",
    "c = CLOSE(k)\n",
    "\n",
    "#计算收盘价的EMA指标\n",
    "a = EMA(c)\n",
    "\n",
    "#绘制指标\n",
    "c.plot(legend_on=True)\n",
    "a.plot(new=False, legend_on=True)\n",
    "\n",
    "#绘制柱状图\n",
    "a.bar()\n",
    "\n",
    "#修正下柱状图，使其更美观\n",
    "PRICELIST([x-9 for x in a]).bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2 指标（Indicator）\n",
    "\n",
    "在 Hikyuu 中，Indicator 的实例是用于计算的主要数据结构，一般 ind（如无说明，ind代表Indicator的实例）计算的参数为另一个ind，如EMA(x),x应是一个Indicator的实例。可以简单的理解为类似 numpy.array。\n",
    "\n",
    "## 2.1 特殊的Indicator\n",
    "\n",
    "其中存在一类特殊的Indicator，用于将K线数据或普通数组转换为ind，才能供其他ind进行计算，如 KDATA 将 KData 转化为一个ind。其他包括: OPEN,HIGH,LOW,CLOSE,AMO(成交金额),VOL(成交量),KDATA_PART。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "k is a instance of KData:\n",
      " KData{\n",
      "  size : 200\n",
      "  stock: Stock(SZ, 000001, 平安银行, A股, 1, 1991-01-02 00:00:00, +infinity),\n",
      "  query: KQuery(-200, 9223372036854775807, INDEX, DAY, NO_RECOVER)\n",
      "}\n",
      "--------------------------\n",
      "\n",
      "kind is a instance of Indicator:\n",
      " Indicator{\n",
      "  name: KDATA\n",
      "  size: 200\n",
      "  result sets: 6\n",
      "  params: params[kdata(KData): SZ000001, kpart(string): KDATA, ]\n",
      "  formula: KDATA\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "print(\"k is a instance of KData:\\n\", k)\n",
    "print(\"--------------------------\\n\")\n",
    "\n",
    "kind = KDATA(k)\n",
    "print(\"kind is a instance of Indicator:\\n\", kind)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "result_num:  6\n",
      "Indicator{\n",
      "  name: IndicatorImp\n",
      "  size: 200\n",
      "  result sets: 1\n",
      "  params: params[kdata(KData): Null, ]\n",
      "  formula: IndicatorImp\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "#获取 ind 的结果集数量，如MACD通常返回3个结果集\n",
    "r = kind.get_result_num()\n",
    "print(\"result_num: \", r)\n",
    "\n",
    "#获取第一个结果集\n",
    "x = kind.get_result(0)\n",
    "print(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#以下效果相同\n",
    "c1 = CLOSE(k)\n",
    "c2 = KDATA_PART(k, 'close')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "另外一个常用的特殊指标 PRICELIST将 Python 中的类 list 对象包装成ind。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 Indicator{\n",
      "  name: PRICELIST\n",
      "  size: 100\n",
      "  result sets: 1\n",
      "  params: params[data(PriceList): 100, discard(int): 0, kdata(KData): Null, result_index(int): 0, ]\n",
      "  formula: PRICELIST\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "x = PRICELIST([i for i in range(100)])\n",
    "print(len(x), x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.2 Indicator的特性与参数\n",
    "\n",
    "每一个指标函数，如EMA、HHV，调用后生成一个ind对象，该对象本身可以再次调用生成新的ind。无论指标函数还是 ind 对象调用生成 ind，都是立刻进行计算。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator{\n",
      "  name: IndicatorImp\n",
      "  size: 200\n",
      "  result sets: 1\n",
      "  params: params[kdata(KData): Null, ]\n",
      "  formula: EMA(CLOSE) == EMA(CLOSE)\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "e1 = EMA(CLOSE(k), n=5)\n",
    "e2 = e1(CLOSE(k))\n",
    "e3 = e2\n",
    "print(e1 == e2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "除在指标函数中指定参数外，可以通过 getParam、setParam 方法来获取和修改 ind 对象的参数。修改参数后，ind 本身并不会发生变化，需要调用生成新的 ind，新的 ind 才是使用新参数计算的结果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator{\n",
      "  name: EMA\n",
      "  size: 200\n",
      "  result sets: 1\n",
      "  params: params[kdata(KData): SZ000001, n(int): 22, ]\n",
      "  formula: EMA(CLOSE)\n",
      "}\n",
      "22\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "e = EMA(c)\n",
    "print(e)\n",
    "print(e.get_param('n'))\n",
    "e.plot(legend_on=True)\n",
    "\n",
    "e.set_param('n', 30)\n",
    "e = e(c)\n",
    "e.plot(new=False, legend_on=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "查看 ind 参数。ind 参数支持：\n",
    "\n",
    "- i : int\n",
    "- s : str\n",
    "- b : bool\n",
    "- d : float"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator{\n",
      "  name: EMA\n",
      "  size: 0\n",
      "  result sets: 1\n",
      "  params: params[kdata(KData): Null, n(int): 22, ]\n",
      "  formula: EMA\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "#EMA指标有参数 \"n\"，类型\"i\"代表整数\n",
    "print(EMA())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.3 TA-Lib包装指标\n",
    "\n",
    "在交互工具里对TA-Lib进行了包装，命名方式统一为 TA_FUNC名称。其中，ta-lib指标的lookback属性，用discard属性代替。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator{\n",
      "  name: TA_SMA\n",
      "  size: 200\n",
      "  result sets: 1\n",
      "  params: params[kdata(KData): SZ000001, timeperiod(int): 30, ]\n",
      "  formula: TA_SMA(CLOSE)\n",
      "}\n",
      "29\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = TA_SMA(CLOSE(k))\n",
    "print(x)\n",
    "x.plot()\n",
    "\n",
    "print(x.discard)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "个别的Ta-Lib函数需要两个数组参数，比如BETA、CORREL。此时需要利用特殊的 Indicator  WEAVE 将两个数组包装到一个 ind 对象中。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "query = Query(-200)\n",
    "k1 = sm['sh000001'].get_kdata(query)\n",
    "k2 = sm['sz000001'].get_kdata(query)\n",
    "\n",
    "w = WEAVE(CLOSE(k1), CLOSE(k2))\n",
    "print(w.get_result_num())\n",
    "\n",
    "cr = TA_CORREL(w)\n",
    "cr.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
